公开(公告)号：US11373707B2

公开(公告)日：2022-06-28

申请号：US16417518

申请日：2019-05-20

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Anh Ly ,  Thuan Vu ,  Vipin Tiwari ,  Nhan Do

IPC: G11C16/10 ,  G11C16/08 ,  G11C16/14 ,  G11C16/24 ,  G11C16/34 ,  G11C16/26 ,  G11C16/04 ,  G11C16/28 ,  G11C16/32

Abstract: A non-volatile memory device is disclosed. The non-volatile memory device comprises an array of flash memory cells comprising a plurality of flash memory cells organized into rows and columns, wherein the array is further organized into a plurality of sectors, each sector comprising a plurality of rows of flash memory cells, and a row driver selectively coupled to a first row and a second row.

公开(公告)号：US20220130477A1

公开(公告)日：2022-04-28

申请号：US17571443

申请日：2022-01-07

Applicant: Silicon Storage Technology, Inc.

Inventor： Guangming Lin ,  Xiaozhou Qian ,  Xiao Yan Pl ,  Vipin Tiwari ,  Zhenlin Ding

IPC: G11C16/34 ,  G11C16/04 ,  G11C16/26 ,  G11C16/14 ,  G11C16/10

Abstract: The present embodiments relate to systems and methods for implementing wear leveling in a flash memory device that emulates an EEPROM. The embodiments utilize an index array, which stores an index word for each logical address in the emulated EEPROM. The embodiments comprise a system and method for receiving an erase command and a logical address, the logical address corresponding to a sector of physical words of non-volatile memory cells in an array of non-volatile memory cells, the sector comprising a first physical word, a last physical word, and one or more physical words between the first physical word and the last physical word; when a current word, identified by an index bit, is the last physical word in the sector, erasing the sector; and when the current word is not the last physical word in the sector, changing a next index bit.

公开(公告)号：US11270763B2

公开(公告)日：2022-03-08

申请号：US16382045

申请日：2019-04-11

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Steven Lemke ,  Vipin Tiwari ,  Nhan Do ,  Mark Reiten

IPC: G11C11/54 ,  H01L27/11521 ,  H01L29/423 ,  G11C16/04 ,  G06N3/04 ,  G11C16/10 ,  G11C16/14 ,  H01L29/788

Abstract: A neural network device with synapses having memory cells each having a floating gate and a first gate over first and second portions of a channel region disposed between source and drain regions, and a second gate over the floating gate or the source region. First lines each electrically connect the first gates in one of the memory cell rows, second lines each electrically connect the second gates in one of the memory cell rows, third lines each electrically connect the source regions in one of the memory cell columns, and fourth lines each electrically connect the drain regions in one of the memory cell columns. The synapses receive a first plurality of inputs as electrical voltages on the first or second lines, and provide a first plurality of outputs as electrical currents on the third or fourth lines.

公开(公告)号：US20210350217A1

公开(公告)日：2021-11-11

申请号：US17090481

申请日：2020-11-05

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stanley Hong ,  Stephen Trinh ,  Vipin Tiwari ,  Han Tran ,  Hien Pham

IPC: G06N3/063

Abstract: Numerous embodiments of analog neural memory arrays are disclosed. Certain embodiments contain improved mechanisms for pulling source lines down to ground expeditiously. This is useful, for example, to minimize the voltage drop for a read, program, or erase operation.

公开(公告)号：US20210287065A1

公开(公告)日：2021-09-16

申请号：US17238077

申请日：2021-04-22

Applicant: Silicon Storage Technology, Inc. ,  The Regents of the University of California

Inventor： Farnood Merrikh Bayat ,  Xinjie Guo ,  Dmitri Strukov ,  Nhan Do ,  Hieu Van Tran ,  Vipin Tiwari ,  Mark Reiten

IPC: G06N3/04 ,  G06N3/063 ,  G06F3/06

Abstract: A number of circuits for use in an output block coupled to a non-volatile memory array in a neural network are disclosed. The embodiments include a circuit for converting an output current from a neuron in a neural network into an output voltage, a circuit for converting a voltage received on an input node into an output current, a circuit for summing current received from a plurality of neurons in a neural network, and a circuit for summing current received from a plurality of neurons in a neural network.

公开(公告)号：US20210257026A1

公开(公告)日：2021-08-19

申请号：US17191392

申请日：2021-03-03

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Thuan Vu ,  Stanley Hong ,  Anh Ly ,  Vipin Tiwari ,  Nhan Do

IPC: G11C16/04 ,  G06N3/08 ,  H01L27/11521 ,  H01L29/788

Abstract: Numerous embodiments are disclosed for a high voltage generation algorithm and system for generating high voltages necessary for a particular programming operation in analog neural memory used in a deep learning artificial neural network. Compensation measures can be utilized that compensate for changes in voltage or current as the number of cells being programmed changes.

公开(公告)号：US11074980B2

公开(公告)日：2021-07-27

申请号：US16813317

申请日：2020-03-09

Applicant: Silicon Storage Technology, Inc.

Inventor： Xiaozhou Qian ,  Xiao Yan Pi ,  Vipin Tiwari

IPC: G11C16/14 ,  G11C7/10 ,  G11C16/28

Abstract: A memory device that includes a memory array having pluralities of non-volatile memory cells, a plurality of index memory cells each associated with a different one of the pluralities of the non-volatile memory cells, and a controller. The controller is configured to erase the pluralities of non-volatile memory cells, set each of the index memory cells to a first state, and program first data into the memory array by reading the plurality of index memory cells and determining that a first one of the index memory cells is in the first state, programming the first data into the plurality of the non-volatile memory cells associated with the first one of the index memory cells, and setting the first one of the index memory cells to a second state different from the first state.

公开(公告)号：US20210209456A1

公开(公告)日：2021-07-08

申请号：US16829757

申请日：2020-03-25

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Steven Lemke ,  Vipin Tiwari ,  Nhan Do ,  Mark Reiten

IPC: G06N3/063 ,  G11C11/54 ,  G11C11/56 ,  G06F17/16 ,  G06F1/03

Abstract: Numerous embodiments of a precision programming algorithm and apparatus are disclosed for precisely and quickly depositing the correct amount of charge on the floating gate of a non-volatile memory cell within a vector-by-matrix multiplication (VMM) array in an artificial neural network. Selected cells thereby can be programmed with extreme precision to hold one of N different values.

公开(公告)号：US20210142854A1

公开(公告)日：2021-05-13

申请号：US17125459

申请日：2020-12-17

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Vipin Tiwari ,  Nhan Do ,  Mark Reiten

IPC: G11C16/10 ,  G11C16/16 ,  G06N3/063

Abstract: Numerous embodiments of programming, verifying, and reading systems and methods for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. Selected cells can be programmed and verified with extreme precision to hold one of N different values. During a read operation, the system determines which of the N different values is stored in a selected cell.

公开(公告)号：US10861568B2

公开(公告)日：2020-12-08

申请号：US16590798

申请日：2019-10-02

Applicant: Silicon Storage Technology, Inc.

Inventor： Hieu Van Tran ,  Vipin Tiwari ,  Nhan Do

IPC: G11C16/34 ,  G11C16/04 ,  G06N3/08 ,  G11C16/30 ,  G11C16/26 ,  G11C11/54

Abstract: Numerous embodiments of a data refresh method and apparatus for use with a vector-by-matrix multiplication (VMM) array in an artificial neural network are disclosed. Various embodiments of a data drift detector suitable for detecting data drift in flash memory cells within the VMM array are disclosed.